I don't know the artist, but the song is called Always, originally written by Irving Berlin. It's been covered so many times. I'd be interested to know who covered it in the episode.

there was a song at the very end sung by a woman and the words went something like - I walk alone without you by my side ... ?? What was that song?

found it myself - lol - I'll walk alone - Dinah Shore